Is there a place where I can read or watch to get an accurate TensorFlow code wise explanation?
The best resource for learning TensorFlow 1.9 and earlier is this course by Stanford. Also additional resources for the entire overview of TensorFlow and its comparisons with NumPy has been made in this video. For hands on models check these videos by Sentdex and also some high level tutorials by Hvass Labs.